---
type: blog
order: 101
meta_title: Best Practices for Data Labeling & Annotation
meta_description: Data labeling and annotation articles and best practices for machine learning and data science projects from the experts behind Label Studio.
---

<style>
  .sidebar {
    display: none;
  }
</style>

<link rel="stylesheet" href="/blog/styles.css">

<div class="blog-body">

  <div class="grid">

    <!-- Transfer learning with PyTorch -->
    <!-- <div class="column"> -->
    <!--   <a href="/notebook/transfer-learning-tutorial.html"> -->
    <!--     <div class="card"> -->
    <!--       <div class="image-wrap"> -->
    <!--         <div style="background-image: url(/images/release-050-views.png)" class="image"></div> -->
    <!--       </div> -->
    <!--       <div class="category">tutorial</div> -->
    <!--       <div class="desc">31 Mar 2020, 5 min read</div> -->
    <!--       <div class="title">Transfer learning with PyTorch</div> -->
    <!--     </div> -->
    <!--   </a> -->
    <!-- </div> -->

    <!-- Publish Opossums blog -->
    <div class="column">
      <a href="/blog/Whats-With-The-Label-Studio-Opossums.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/opossum/other/3.svg); background-size:cover; background-position: left" class="image"></div>
          </div>
          <div class="category">article</div>
          <div class="desc">1 April 2022, 3 min read</div>
          <div class="title">What's with the Label Studio Opossums?</div>
         </div>
      </a>
    </div>  
   

      <div class="column">
      <a href="/blog/Announcing-Label-Studio-Version-140-Python-SDK.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-140/sdkquickstart.gif); background-size:cover background-position:center;" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">22 November 2021, 5 min read</div>
          <div class="title">Announcing the Label Studio SDK with Label Studio 1.4.0</div>
        </div>
      </a>
    </div>

      <div class="column">
      <a href="/blog/Introducing-Label-Studio-Champions.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/champions-blog/leaderboard.png); background-size:cover background-position: 0px -65px;" class="image"></div>
          </div>
          <div class="category">community</div>
          <div class="desc">27 October 2021, 3 min read</div>
          <div class="title">Introducing Label Studio Champions!</div>
        </div>
      </a>
    </div>

  <!--first drafts dev article on data drift -->
   <div class="column">
      <a href="/blog/Data-Labeling-The-Unsung-Hero-Combating-Data-Drift.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(https://imgur.com/ySpC1xI.png); background-size:cover" class="image"></div>
          </div>
          <div class="category">article</div>
          <div class="desc">21 October 2021, 8 min read</div>
          <div class="title">Data Labeling&#58; The Unsung Hero Combating Data Drift</div>
        </div>
      </a>
    </div>

      <!-- release 1.3.0 -->
      <div class="column">
      <a href="/blog/release-130.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-130/predict-owl-region.gif); background-size:cover" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">16 September 2021, 5 min read</div>
          <div class="title">Perform Interactive ML-Assisted Labeling with Label Studio 1.3.0</div>
        </div>
      </a>
    </div>

 <!-- webhook blog -->
      <div class="column">
      <a href="/blog/Automate-your-ML-pipeline-with-Label-Studio-and-Amazon-SageMaker.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/webhook-blog/sagemaker-illustration-big.png); background-size:cover background-position: 0px -65px;" class="image"></div>
          </div>
          <div class="category">tutorial</div>
          <div class="desc">26 August 2021, 15 min read</div>
          <div class="title">From raw data to a trained model&#58; Automate your ML pipeline with Label Studio & Amazon SageMaker</div>
        </div>
      </a>
    </div>

    <!-- YOLO blog -->
    <div class="column">
      <a href="/blog/Quickly-Create-Datasets-for-Training-YOLO-Object-Detection.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/yolo-blog/detected-homes.png); background-size:cover" class="image"></div>
          </div>
          <div class="category">article</div>
          <div class="desc">23 August 2021, 10 min read</div>
          <div class="title">Quickly Create Datasets for Training YOLO Object Detection with Label Studio</div>
    </div>
      </a>
    </div>
          
    <!-- Release 1.2.0 -->
    <div class="column">
      <a href="/blog/release-120.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-120/120-webhooks.jpg); background-size:cover background-position: 0px -65px;" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">17 August 2021, 1 min read</div>
          <div class="title">Label Studio v1.2.0 with Webhooks!</div>
    </div>
      </a></div>

    <!-- OCR blog -->
    <div class="column">
      <a href="/blog/Improve-OCR-quality-with-Tesseract-and-Label-Studio.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/ocr-blog/OCR-correct-single-region.gif); background-size:cover; background-position: 0px -65px;" class="image"></div>
          </div>
          <div class="category">article</div>
          <div class="desc">13 July 2021, 8 min read</div>
          <div class="title">Improve OCR quality for receipt processing with Tesseract and Label Studio</div>
        </div>
      </a>
    </div>

    <!-- Release 1.1.0 -->
    <div class="column">
      <a href="/blog/release-110.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-110/multi-labeling.gif); background-size:cover" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">30 June 2021, 3 min read</div>
          <div class="title">Label Studio v1.1 is now available!</div>
        </div>
      </a>
    </div>

    <!-- Publish NLP labeling blog -->
    <div class="column">
      <a href="/blog/Ten-important-considerations-for-NLP-labeling.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/nlp-blog/nlp-labeling-relations-de.png); background-size:cover; background-position: center" class="image"></div>
          </div>
          <div class="category">article</div>
          <div class="desc">17 June 2021, 4 min read</div>
          <div class="title">10 important considerations for NLP labeling</div>
        </div>
      </a>
    </div>

    <!-- Publish Amazon Transcribe blog -->
    <div class="column">
      <a href="/blog/Improve-Audio-Transcriptions-with-Label-Studio.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/aws-transcribe-blog/audio-transcription-illustration.png); background-size:cover; background-position: left" class="image"></div>
          </div>
          <div class="category">article</div>
          <div class="desc">10 May 2021, 11 min read</div>
          <div class="title">Improve Amazon Transcribe Audio Transcriptions with Label Studio</div>
        </div>
      </a>
    </div>
      <!-- Publish NER blog -->
    <div class="column">
      <a href="/blog/Evaluating-Named-Entity-Recognition-parsers-with-spaCy-and-Label-Studio.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/ner-blog/label_studio_and_spaCy_named_entity.png); background-size:cover" class="image"></div>
          </div>
          <div class="category">article</div>
          <div class="desc">3 May 2021, 12 min read</div>
          <div class="title">Evaluating Named Entity Recognition parsers with spaCy and Label Studio</div>
        </div>
      </a>
    </div>

    <!-- Release 1.0.0 -->
    <div class="column">
      <a href="/blog/release-100.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-100/announcement.png); background-size:cover" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">15 March 2021, 4 min read</div>
          <div class="title">Label Studio Hits v1.0!</div>
        </div>
      </a>
    </div>    

    <!-- News letters -->
    <div class="column">
      <div class="card">
        <div class="image-wrap highlight">
          <center>
            <div class="title">Label Studio Newsletter</div>
            <p>We send a periodic newsletter announcing new features as well as some ML-related papers, label techniques that are innovative and funny stories.</p>
            <iframe src="https://labelstudio.substack.com/embed" frameborder="0" scrolling="no" style="width:90%"></iframe>
          </center>
        </div>
      </div>      
    </div>
    
    <!-- Release 0.9.0 -->
    <div class="column">
      <a href="/blog/release-090-data-management-improvements.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-090/aerial_training_data_management.png); background-size:cover" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">21 Jan  2021, 8 min read</div>
          <div class="title">Label Studio 0.9.0 Release - Explore and improve your datasets</div>
        </div>
      </a>
    </div>       

    <!-- Release 0.8.0 -->
    <div class="column">
      <a href="/blog/release-080-time-series-labeling.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-080/time-series-labeling-with-multiple-channels.png); background-size:cover" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">26 Oct 2020, 7 min read</div>
          <div class="title">Label Studio 0.8.0 Release - Time Series is Everywhere!</div>
        </div>
      </a>
    </div>
        
    <!-- Release 0.7.0 -->
    <div class="column">
      <a href="/blog/release-070-cloud-storage-enablement.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-070/s3-mascot-04.png); background-size:cover" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">29 May 2020, 5 min read</div>
          <div class="title">Label Studio 0.7.0 Release - Cloud Storage Enablement</div>
        </div>
      </a>
    </div>
    
    <!-- Release 0.6.0 -->
    <div class="column">
      <a href="/blog/release-060-nested-data-labeling.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-060/nested_labeling.gif); background-size:cover" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">8 May 2020, 7 min read</div>
          <div class="title">Label Studio 0.6.0 Release - Nested Data Labeling</div>
        </div>
      </a>
    </div>

        <!-- Release 0.5.0 -->
    <div class="column">
      <a href="/blog/release-050.html">
        <div class="card">
          <div class="image-wrap">
            <div style="background-image: url(/images/release-050-views.png)" class="image"></div>
          </div>
          <div class="category">release notes</div>
          <div class="desc">9 Mar 2020, 5 min read</div>
          <div class="title">Label Studio 0.5.0 Release - Relations</div>
        </div>
      </a>
    </div>

    <!-- Bert -->
    <div class="column">
      <a href="https://towardsdatascience.com/how-to-finetune-bert-to-classify-your-slack-chats-without-coding-3a7002936bcf">
        <div class="card">
          <div class="image-wrap">
            <div class="image" style="background-image: url(/images/ls-bert-slack.jpg)"></div>
          </div>
          <div class="category">tutorial</div>
          <div class="desc">18 Feb 2020, 5 min read</div>
          <div class="title">How to fine-tune BERT to classify your Slack chats without coding</div>
        </div>
      </a>
    </div>

    <!-- Intro LS -->
    <div class="column">
      <a href="https://towardsdatascience.com/introducing-label-studio-a-swiss-army-knife-of-data-labeling-140c1be92881">
        <div class="card">
          <div class="image-wrap">
            <div class="image" style="background-image: url(/images/annotation_examples.gif)"></div>
          </div>
          <div class="category">article</div>
          <div class="desc">28 Jan 2020, 8 min read</div>
          <div class="title">Introducing Label Studio, a swiss army knife of data labeling</div>
        </div>
      </a>
    </div>

    <!-- AL -->
    <div class="column">
      <a href="https://towardsdatascience.com/learn-faster-with-smarter-data-labeling-15d0272614c4">
        <div class="card">
          <div class="image-wrap">
            <div class="image" style="background-image: url(/images/AL-learn-fast.png)"></div>
          </div>
          <div class="category">article</div>
          <div class="desc">21 Aug 2019, 8 min read</div>
          <div class="title">Learn faster with smarter data labeling</div>
        </div>
      </a>
    </div>
  </div>

</div>
